Road traffic crashes cause approximately 1.3 million deaths annually, highlighting the importance of safety technologies like collision avoidance assistance (CAA). Malfunctions in CAA can arise from issues such as faulty cameras, sensors, control units, electrical problems, or subsystem failures, all of which can compromise passenger safety. Ensuring the proper functioning of these technologies is critical, as their failure increases the risk of accidents.